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A naive Bayes classifier is a simple probabilistic classifier based on applying Bayes' theorem with strong (naive) independence assumptions. A more descriptive term for the underlying probability model would be "independent feature model". An overview of statistical classifiers is given in the article on Pattern recognition. (wikipedia) What is NaiveBayes http://en.wikipedia.org/wiki/Naive_bayes Source code and tutorial https://github.com/id774/naivebayes This version in Rubyforge http://rubyforge.org/frs/shownotes.php?release_id=47282 Rubygems https://rubygems.org/gems/naivebayes Blog entry (Japanese) http://blog.id774.net/post/ ChangeLog https://github.com/id774/naivebayes/blob/master/doc/ChangeLog